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Representations and solutions for game-theoretic problems

delete1997-07-01
delete92
PRE
AI
D
Daphne Koller *
A
Avi Pfeffer
DOI:10.1016/S0004-3702(97)00023-4delete
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摘要

摘要

En 中文
A system with multiple interacting agents (whether artificial or human) is often best analyzed using game-theoretic tools. Unfortunately, while the formal foundations are well-established, standard computational techniques for game-theoretic reasoning are inadequate for dealing with realistic games, This paper describes the Gala system, an implemented system that allows the specification and efficient solution of large imperfect information games. The system contains the first implementation of a recent algorithm, due to Koller, Megiddo and von Stengel. Experimental results from the system demonstrate that the algorithm is exponentially faster than the standard algorithm in practice, not just in theory. It therefore allows the solution of games that are orders of magnitude larger than were previously possible. The system also provides a new declarative language for compactly and naturally representing games by their rules. As a whole, the Gala system provides the capability for automated game-theoretic analysis of complex real-world situations. (C) 1997 Elsevier Science B.V.
Keyword:
game theory
algorithms
imperfect information
multi-agent systems
game playing
logic programming
poker
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Artificial Intelligence Review 封面图
Artificial Intelligence Review
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13.9
论文数:
6.1K
被引数:
1.9W

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